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Identification and tracing of near-source petroleum transport system based on reservoir bitumen index (RBI) method: A case study of the lower cambrian in the Tazhong-Bachu area, Tarim Basin, China 基于储层沥青指数(RBI)方法的近源油气输运系统识别与示踪——以塔里木盆地塔中-巴楚地区下寒武统为例
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.06.007
Lihao Bian , Nan Wu , Zhongxian Cai
The exploration of deep layers has become increasingly important in the global oil and gas industry. The Tazhong-Bachu area of the Tarim Basin is a pioneering target for deep petroleum exploration in China, but only Wells Zhongshen1 and Zhongshen5 have found industrial oil flow in the Cambrian. Noteworthily, the occurrence of reservoir bitumen in the Lower Cambrian coring interval in many wells indicates that large-scale hydrocarbon migration had occurred here in geological history. Effective identification of reservoir bitumen in the Cambrian dolomite reservoirs is crucial to understanding hydrocarbons' distribution and migration. In this study, we adopt the Reservoir Bitumen Index (RBI) method to deduce a quantitative calculation formula for reservoir bitumen, and classify the transport system into four types based on differences in hydrocarbon transport behavior and characteristics. The results show that the deep carbonate low permeability-tight reservoirs of the Lower Cambrian in the Tazhong-Bachu area generally develop reservoir bitumen, most likely derived from underlying Precambrian source rocks. Therefore, the Lower Cambrian carbonate reservoir is considered a near-source discrete petroleum transport system, providing great potential for further oil and gas exploration in the Lower Paleozoic in the Tazhong-Bachu area.
在全球油气行业中,深层勘探已变得越来越重要。塔里木盆地塔中—巴楚地区是中国深部油气勘探的先导区,但仅有中深1井和中深5井发现了寒武系工业油流。值得注意的是,下寒武统多口井取心段储层沥青的出现,表明该区在地质历史上曾发生过大规模的油气运移。有效识别寒武系白云岩储层中的储层沥青对认识油气的分布和运移具有重要意义。采用储层沥青指数(RBI)方法推导出储层沥青的定量计算公式,并根据油气输运行为和特征的差异将储层沥青输运系统划分为4种类型。结果表明,塔中-巴楚地区下寒武统深层碳酸盐岩低渗致密储层普遍发育储层沥青,沥青很可能来源于下伏前寒武统烃源岩。因此,下寒武统碳酸盐岩储层被认为是一个近源离散油气输导系统,为塔中-巴楚地区下古生界进一步勘探提供了巨大的潜力。
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引用次数: 0
Production optimization of heavy oil recovery utilizing Mo-Ni based liquid catalysts: A simulation approach 基于Mo-Ni基液体催化剂的稠油采收率优化:模拟方法
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.08.005
Ali Alarbah, Arifur Rahman, Ezeddin Shirif, Na (Jenna) Jia
In recent years, the demand for heavy oil has increased due to its abundant availability and low cost. However, the extraction of heavy oil poses a significant challenge due to its high viscosity and low mobility. Therefore, various methods have been developed to enhance the recovery of heavy oil, including the use of catalysts. This study has created a unique simulation approach that uses liquid catalysts (LCs) to improve heavy oil recovery. In this work, laboratory testing dataset and numerical simulation studies were used to examine the potential of applying LCs as an alternative chemical agent for enhancing heavy oil recovery. CMG-STARS and CMOST modules were used to historical match the laboratory scale results of two sand-pack flooding experiments (water flooding and liquid catalyst flooding in tertiary recovery mode). Moreover, a sensitivity study was conducted to apply a wide range of assumptions to determine the most effective process controlling parameters. Finally, oil production optimization is performed using a genetic algorithm (particle swarm optimization) by selecting the optimum-operating parameters. In comparison to typical water flooding, the results revealed a discernible rise in the heavy oil recovery factor (RF) when injecting LCs. The simulation results showed that the optimized production strategy could increase the ultimate oil recovery by up to 45.06%. The injection rate, slug size, and injection temperature were found to be significant factors in optimizing the production of heavy oil. This simulation approach can be used to optimize the production of heavy oil using acidic Mo-Ni based liquid catalyst in different reservoirs.
近年来,由于重油储量丰富且成本低廉,对其的需求不断增加。然而,稠油的高粘度和低流动性给稠油的提取带来了巨大的挑战。因此,人们开发了各种方法来提高稠油的采收率,包括使用催化剂。这项研究创造了一种独特的模拟方法,使用液体催化剂(lc)来提高稠油采收率。在这项工作中,使用实验室测试数据集和数值模拟研究来研究将lc作为提高稠油采收率的替代化学剂的潜力。使用CMG-STARS和CMOST模块对两个砂包驱实验(三次采油模式下的水驱和液体催化剂驱)的实验室规模结果进行历史匹配。此外,进行了敏感性研究,以应用广泛的假设来确定最有效的过程控制参数。最后,利用遗传算法(粒子群算法)选择最优作业参数,进行产量优化。与典型的水驱相比,结果表明,注入LCs后,稠油采收率(RF)明显提高。仿真结果表明,优化后的生产策略可使最终采收率提高45.06%。注入速度、段塞尺寸和注入温度是稠油产量优化的重要因素。该模拟方法可用于优化不同储层中使用酸性Mo-Ni基液体催化剂的稠油产量。
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引用次数: 0
Leakage monitoring of carbon dioxide injection well string using distributed optical fiber sensor 分布式光纤传感器用于二氧化碳注水井管柱泄漏监测
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.08.003
Sen Chen , Hongjuan You , Jinshan Xu , Maoan Wei , Tirun Xu , He Wang
Whether the oil and gas fields in the Carbon Capture, Utilization, and Storage (CCUS) project use underground storage or energy supplementation to enhance oil recovery, they must be injected or monitored through the wellbore. Thus, the foundation and requirement for the safety of carbon dioxide (CO2) storage is the wellbore's integrity. When CO2 is dissolved in water, carbonic acid is created, and this acid strongly corrodes underground pipes. Therefore, the integrity issue with CO2 injection wells is more noticeable than with other wellbores. An annular pressure during gas injection is the primary symptom of gas injection string leakage in CO2 injection wells. This study aims to provide real-time pipe string monitoring using a distributed optical fiber temperature sensing system (DTS) and a distributed optical fiber acoustic sensing system (DAS). Variations in temperature and vibration are caused by annulus pressure relief or gas injection. Optical fiber logging, in contrast to traditional logging, has better performance indicators for optical fiber sensing apparatus. To adapt to complex wellbore conditions, it is necessary to enhance the temperature accuracy of DTS and the sensitivity and signal-to-noise ratio of DAS in CO2 drive injection wells based on the features of the gas injection string. To differentiate the leakage signal from the regular fluid flow signal, the energy calculation in the frequency band is done for DAS based on noise reduction, and the signal processing in the frequency band is done by the spectrum characteristics of the CO2 wellbore signal. The translation invariant wavelet algorithm is the primary denoising method for DTS, overcoming the shortcomings of traditional wavelet threshold algorithms such as excessive smoothing and the pseudo-Gibbs phenomenon. Furthermore, the depth correction during the optical cable lowering process is also examined in this paper. A CO2 gas injection well field experiment was conducted using this technology. A 1671m well was dug, and 1631m of optical cable were installed in the tubing. The tubing leakage position was successfully identified through gas injection, annulus pressure relief, and a comparison of DAS and DTS data. The field results demonstrate the accuracy with which the gas injection string integrity can be accurately monitored in real-time using distributed optical fiber sensing technology for CO2 injection wells.
无论是碳捕集利用与封存(CCUS)项目中的油气田采用地下储油还是能源补充来提高采收率,都必须通过井筒进行注入或监测。因此,井筒的完整性是二氧化碳储存安全的基础和要求。当二氧化碳溶解在水中时,就会产生碳酸,这种酸会强烈地腐蚀地下管道。因此,注二氧化碳井的完整性问题比其他井更为明显。注气过程中的环空压力是注二氧化碳井注气管柱泄漏的主要症状。本研究旨在利用分布式光纤温度传感系统(DTS)和分布式光纤声传感系统(DAS)对管柱进行实时监测。温度和振动的变化是由环空压力释放或气体注入引起的。光纤测井与传统测井相比,具有更好的光纤传感仪器性能指标。为了适应复杂的井筒条件,需要根据注气管柱的特点,提高DTS的温度精度,提高DAS的灵敏度和信噪比。为了将泄漏信号与常规流体流动信号区分开来,基于降噪对DAS进行频段内的能量计算,利用CO2井筒信号的频谱特征对频段内的信号进行处理。平移不变小波算法克服了传统小波阈值算法过度平滑和伪吉布斯现象等缺点,成为DTS去噪的主要方法。此外,本文还对光缆下放过程中的深度校正进行了研究。利用该技术进行了CO2注气井场试验。挖了一个1671米的井,在油管中安装了1631米的光缆。通过注气、环空泄压以及DAS和DTS数据的比较,成功确定了油管泄漏位置。现场试验结果表明,采用分布式光纤传感技术对注二氧化碳井的注气管柱完整性进行实时准确监测具有较高的准确性。
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引用次数: 0
Determining the geomechanical units using rock physics methods 用岩石物理方法确定地质力学单元
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.08.002
Layal Fadhil AL-Kaaby , Sina Rashidi , Reza Ghamarpoor , Seyednooroldin Hosseini , Hasan N. Al-Saedi , Elias Ghaleh Golab
The stability of the drilled wellbores in carbonate formations is of great importance. This paper is a new approach to determine the elastic properties of the wellbore based on rock physics methods using the Hashin-Shtrikman bounds to determine the wellbore stability. Initially, the static elastic parameters were determined by two different methods, namely the rock physics method and DSI log, followed by clustering through Multi-Resolutional Graph-Based clustering (MRGC) and calculating geomechanical-units (GMUs) of each method separately. The obtained results from DSI log and rock physic methods were then compared followed by determining the wellbore stability. The results showed that the correlation between shear and compressional wave velocity obtained from the petrophysical method with the measured values of shear and pressure wave velocity in the well was 0.94 and 0.90, respectively, which shows that the petrophysical method can estimate these two logs with high accuracy, and it can be a suitable alternative instead of using the Dipole Shear Sonic Imager (DSI). It was observed that the geomechanical units of elastic parameters calculated by proposed rock physics method are in good agreement with those obtained from DSI log. Rock-physic method can be a good alternative for when expensive DSI logs are missing.
碳酸盐岩地层井眼的稳定性具有重要意义。本文提出了一种基于岩石物理方法确定井筒弹性特性的新方法,利用Hashin-Shtrikman边界确定井筒稳定性。首先,通过岩石物理法和DSI测井两种不同的方法确定静弹性参数,然后通过多分辨率图聚类(multi - resolution Graph-Based clustering, MRGC)进行聚类,并分别计算每种方法的地质力学单位(GMUs)。然后将DSI测井和岩石物理方法得到的结果进行比较,然后确定井筒稳定性。结果表明,岩石物理方法得到的横波速度和纵波速度与井中实测的横波速度和压力波速度的相关性分别为0.94和0.90,表明岩石物理方法对这两种测井曲线的估计精度较高,可以替代偶极子横波声波成像仪(DSI)。岩石物理方法计算的弹性参数的地质力学单位与DSI测井结果吻合较好。当缺少昂贵的DSI测井时,岩石物理方法是一个很好的选择。
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引用次数: 0
Shale gas accumulation mechanism of deep-buried marine shale of Upper Ordovician Wufeng Formation to Lower Silurian Longmaxi Formation in the southeast Sichuan Basin 川东南地区上奥陶统五峰组—下志留统龙马溪组深埋海相页岩页岩气成藏机制
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.07.006
Zhujiang Liu , Zhenxue Jiang , Fubin Wei , Tao Yuan , Fei Li
Deep shale gas has become an important frontier for future shale gas exploration and development. The Wufeng-Longmaxi formations in southern China have undergone complex tectonic and transformation through multi-stage tectonic movements. Deep shale gas enrichment conditions are complex, which greatly restricts the exploration and development of deep shale gas. In this study, based on systematic analysis of basic geological characteristics and gas reservoir characteristics of deep shales, the main factors controlling deep shale gas enrichment in southern China were investigated, and enrichment modes were established. The results show that high-quality shales were developed in the deep-water continental shelf facies, characterized by moderate thermal maturity, high silica content, and abundant organic matter. These characteristics provide a good basis for the formation and enrichment of shale gas. The deep shale gas reservoir is featured by overpressure, high porosity and high gas content. The development and maintenance of high porosity, favorable roof and floor sealing conditions, and weak tectonic activity during uplift stage are the main factors to control deep shale gas enrichment. Based on a comprehensive analysis, the enrichment modes of deep shale gas under three different tectonic patterns were established, namely overpressure enrichment within the basin, overpressure enrichment in the faulted nose or slope of the margin, and overpressure enrichment in the remnant syncline outside the basin. This study provides a reference for exploration and development of deep shale gas in Sichuan Basin and other areas.
深层页岩气已成为未来页岩气勘探开发的重要前沿。中国南方五峰组—龙马溪组在多期构造运动中经历了复杂的构造改造。深层页岩气富集条件复杂,极大地制约了深层页岩气的勘探开发。本研究在系统分析南方深层页岩基本地质特征和气藏特征的基础上,探讨控制南方深层页岩气富集的主要因素,并建立富集模式。结果表明:深水陆架相发育优质页岩,具有热成熟度适中、硅质含量高、有机质丰富的特点;这些特征为页岩气的形成和富集提供了良好的基础。深层页岩气储层具有超压、高孔隙度、高含气量的特点。高孔隙度的发育和维持、有利的顶底板密封条件和隆升期弱构造活动是控制深层页岩气富集的主要因素。在综合分析的基础上,建立了3种不同构造模式下深层页岩气的富集模式,即盆地内超压富集、边缘断鼻或断坡超压富集、盆地外残余向斜超压富集。该研究为四川盆地及其他地区深层页岩气勘探开发提供了参考。
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引用次数: 0
Nanoparticles stabilized foam fluid for hydraulic fracturing application of unconventional gas reservoirs: A review of the properties, progress and future prospects 纳米颗粒稳定泡沫液在非常规气藏水力压裂中的应用:性质、进展及展望
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.08.004
Amit Verma , Nilanjan Pal , Narendra Kumar , Ahmed Al-Yaseri , Muhammad Ali , Keka Ojha
Nanoparticles stabilized foam fracturing fluid is an emerging technology in the field of hydraulic fracturing for the unconventional reservoirs. Hydraulic fracturing, commonly known as fracking, is a process used to extract oil and gas from the unconventional reservoirs, such as shale formations. This study has reviewed contiguous improvement in the properties of foam fracturing fluid by the effective formulation of surfactant, polymer, and nanoparticles. Compared to conventional fracturing fluids (slick water and polymer), nanoparticles stabilized foam fracturing fluids exhibit superior proppant-carrying capabilities, ensuring better penetration into micro-fractures and enhanced contact with the reservoir matrix, reduce water usage, and minimize formation damage. Foam structures at different scales, i.e., the interface between air-water and liquid film has been discussed in depth to elaborate on the mechanisms that maintain the stability of foam film. The effects of nanoparticles for improving the foam stability and liquid drainage are deliberated to throw light on the strength and limitations of the current review work for better knowledge of foam structure. This review work is on the advancement of nanoparticles foam fluid focuses on significant analyses, problems, future scope, and applications. The various knowledge gaps and conflicting observations have been identified that give the range of our studies. The technical challenges of using foam-based fracturing fluids were also explored. Maintaining foam stability at the high pressures and temperatures experienced in unconventional reservoirs is a critical challenge. The potential for foam collapse or degradation could undermine its effectiveness in delivering proppants and stimulating fractures.
纳米颗粒稳定泡沫压裂液是非常规油藏水力压裂领域的一项新兴技术。水力压裂法,通常被称为水力压裂法,是一种用于从页岩地层等非常规储层中提取石油和天然气的方法。本研究回顾了表面活性剂、聚合物和纳米颗粒的有效配方对泡沫压裂液性能的持续改善。与常规压裂液(滑溜水和聚合物)相比,纳米颗粒稳定泡沫压裂液具有更好的支撑剂携带能力,能够更好地渗透到微裂缝中,增强与储层基质的接触,减少用水量,最大限度地减少地层损害。深入讨论了不同尺度下的泡沫结构,即空气-水界面和液膜界面,阐述了维持泡沫膜稳定性的机理。研究了纳米颗粒在提高泡沫稳定性和液体排水方面的作用,从而揭示了当前综述工作的强度和局限性,从而更好地了解泡沫结构。本文对纳米颗粒泡沫流体的研究进展进行了综述,重点阐述了纳米颗粒泡沫流体的重要分析、存在的问题、未来的发展方向和应用前景。各种各样的知识差距和相互矛盾的观察结果已经确定,这给了我们的研究范围。此外,还探讨了泡沫基压裂液的技术挑战。在非常规油藏的高压和高温下保持泡沫的稳定性是一个关键的挑战。泡沫破裂或降解的可能性可能会影响支撑剂的输送和压裂效果。
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引用次数: 0
Electrofacies-driven 3D-static reservoir modeling of the Late Cenomanian AbuRoash’G Member (Abu-Gharadig Basin, Egypt): Sequence stratigraphic and geomodel constraints for a gas-bearing estuarine system 晚更新世 AbuRoash'G lithounit(埃及 Abu-Gharadig 盆地)电成因驱动的三维静态储层建模:含气河口系统的层序地层学和地质模型制约因素
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.07.004
Mohammad A. Abdelwahhab , Emad H. Ali , Nabil A. Abdelhafez
Estuarine-systems, developed upon transgressive-phases, feature high-quality reservoir-facies, e.g. tidal-bars, that are important stratigraphic-plays critical for hydrocarbon exploration-development. However, capturing their intricate architectural elements (heterogeneity and quality) is still challenging due to the complex stacking-nature and limited-examples. Moreover, defining reservoir-boundaries upon static-modeling of reservoirs cannot be efficient unless it is controlled by stratal-geometries and established depositional-models. To this end, in this study, we performed 3D-static geocellular reservoir-modeling process for the Late-Cenomanian AbuRoash“G” Member (Abu-Gharadig Basin, Egypt) with sequence-stratigraphic and geomodel, relative-geological-time (RGT) model and horizon-stacks, constraints. In this investigation, as an effective-workflow, not only facies-analysis, integrating seismic-stratigraphy and GR-log motifs, was applied for paleo-environment reconstruction, but also machine learning-based electrofacies were applied, through self-organized-maps (SOM), to accurately recognize complex facies-assemblages present. Object-based and pixel-based stochastic-simulation processes were applied upon geocellularly modeling rock and fluid properties, utilizing key-information scales of seismic and well-log data. The results show that three third-order depositional sequences dominate the succession, resting on the Late-Cretaceous unconformity, of which sequence-1 encloses the lowstand and transgressive systems-tracts of the fluvio-estuarine Bahariya and Abu Roash“G” units, respectively. The transgressive phase built AbuRoash“G” lithounit features an estuarine depositional-system encompassing four facies-associations, of which tidal-sand-bars represent significant gas-bearing reservoir-quality facies. The tidal-bar facies’ efficient reservoir quality calls for attention and testing in future development plans and investigation in similar settings. Furthermore, the facies-constrained workflow established in this study, for reservoir modeling, can effectively help identify the ultimate reservoir-configuration worldwide, as long as the 3D-static modeling process is controlled by the stratal and geomodel restraints.
在海侵相基础上发育的河口体系具有高质量的储层相,如潮坝,是油气勘探开发的重要地层油气藏。然而,由于复杂的堆栈性质和有限的示例,捕获它们复杂的体系结构元素(异构性和质量)仍然具有挑战性。此外,除非受到地层几何形状和已建立的沉积模型的控制,否则根据储层静态建模来确定储层边界是不可能有效的。为此,在本研究中,我们利用层序地层和地质模型、相对地质时间(RGT)模型以及层位叠层约束条件,对埃及Abu-Gharadig盆地晚cenomanian AbuRoash“G”段进行了三维静态地质体储层建模。在本研究中,作为一种有效的工作流程,不仅应用相分析,结合地震地层学和GR-log主题进行古环境重建,还应用基于机器学习的电相,通过自组织图(SOM)准确识别存在的复杂相组合。利用地震和测井数据的关键信息尺度,将基于对象和基于像素的随机模拟过程应用于岩石和流体性质的地球细胞模拟。结果表明,以晚白垩世不整合为基础的3个三级沉积层序主导了该序列,其中层序1分别包裹了河河口Bahariya和Abu Roash“G”单元的低水位和海侵体系域。AbuRoash“G”岩单元的海侵期为河口沉积体系,包括4个相组合,其中潮砂坝是重要的含气储集相。潮坝相高效的储层质量值得在今后的开发规划和类似环境的调查中予以重视和检验。此外,只要三维静态建模过程受地层和地质模型约束,本研究建立的储层建模相约束工作流可以有效地帮助识别全球范围内的最终储层构型。
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引用次数: 0
Three systems of the oil and gas formation in the world 世界三大油气成藏体系
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.06.008
Yunhua Deng, Yongcai Yang, Ting Yang
Crude oil and natural gas are generated by organic matters in rocks in sedimentary basins. After incisive and systematic research on global petroliferous basins, it is realized that the distribution of oil and gas fields is highly heterogeneous, and most of oil and gas are enriched in a few sedimentary strata. Source rocks are the most significant factor that governs the distribution of crude oil and natural gas in sedimentary basins. The prerequisite to finding out a petroliferous basin is to search for source rocks. The abundance of organic matters determines the quality of source rocks and the quantity of generated hydrocarbons. In a sedimentary basin, the biological nutrients come from rivers. The biological nutrition is the key factor that controls the degree of reproduction and organic matter abundance in source rocks, which is a governing factor for the amount of oil and gas generated and the degree of petroleum resource enrichment in the sedimentary basin. Oil and gas are mainly distributed in three systems in the world: river-lake system, river-gulf system and river-delta system. The river-lake system is the main location of continental oil distribution. Lacustrine oil is mainly produced by organic matters originating from dead algae in lakes preserved in sedimentary rocks. Algae growth mainly depends on the nutrients that come from rivers, especially those with a long history, flowing through a wide area. The nutrients have a large amount of phosphorus, potassium and other minerals dissolved in water, providing a prerequisite to the growth of algae and a guarantee of the formation of high-quality source rocks. The river-gulf system is the main location of marine oil distribution. The gulf is the estuary of the river, which brings abundant minerals to promote the growth and proliferation of aquatic organisms such as algae. Gulfs are relatively closed and their exchange with the ocean is restricted, therefore the gulf is also conducive to the preservation of organic matters. The coaliferous gas has the world's most widely distributed and biggest reserves; many giant coaliferous gas fields are located in the river-delta system. The sediments brought by the river are fertile soil for the growth of higher plants, and the native higher plants on the river-delta plain are the solid material basis for the formation of coal-measure gas source rocks. Well-developed delta reservoirs with good reservoir-caprock configuration are beneficial for natural gas enrichment and accumulation.
原油和天然气是由沉积盆地岩石中的有机质生成的。通过对全球含油气盆地的深入系统研究,认识到油气田分布具有高度的非均质性,大部分油气富集在少数沉积地层中。烃源岩是控制沉积盆地原油和天然气分布的最重要因素。寻找含油气盆地的先决条件是寻找烃源岩。有机质丰度决定了烃源岩的质量和生烃量。在沉积盆地中,生物养分来自河流。生物营养是控制烃源岩繁殖程度和有机质丰度的关键因素,是沉积盆地油气生成量和油气资源富集程度的控制因素。世界上油气主要分布在三大体系:河湖体系、河湾体系和河三角洲体系。江湖体系是陆相油气分布的主要位置。湖相油主要由沉积岩石中保存的湖泊死藻有机质产生。藻类的生长主要依赖于来自河流的营养物质,特别是那些历史悠久、流经广阔区域的河流。营养物中含有大量溶解于水中的磷、钾等矿物质,为藻类生长提供了先决条件,为优质烃源岩的形成提供了保证。河湾体系是海洋石油分布的主要区域。海湾是河流的入海口,它带来了丰富的矿物质,促进了藻类等水生生物的生长和增殖。海湾相对封闭,与海洋的交流受到限制,因此海湾也有利于有机质的保存。含煤天然气是世界上分布最广、储量最大的天然气;许多巨型煤系气田位于河流三角洲体系。河流带来的沉积物是高等植物生长的肥沃土壤,河流三角洲平原的原生高等植物是煤系气源岩形成的坚实物质基础。三角洲储层发育良好,储盖构型良好,有利于天然气富集和成藏。
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引用次数: 0
Generating extremely low-dimensional representation of subsurface earth models using vector quantization and deep Autoencoder 利用矢量量化和深度自动编码器生成极低维的地下地球模型表征
Q1 Earth and Planetary Sciences Pub Date : 2025-03-01 DOI: 10.1016/j.ptlrs.2024.07.001
Yusuf Falola , Polina Churilova , Rui Liu , Chung-Kan Huang , Jose F. Delgado , Siddharth Misra
Geological model compression is crucial for making large and complex models more manageable. By reducing the size of these models, compression techniques enable efficient storage, enhance computational efficiency, making it feasible to perform complex simulations and analyses in a shorter time. This is particularly important in applications such as reservoir management, groundwater hydrology, and geological carbon storage, where large geomodels with millions of grid cells are common. This study presents a comprehensive overview of previous work on geomodel compression and introduces several autoencoder-based deep-learning architectures for low-dimensional representation of modified Brugge-field geomodels. The compression and reconstruction efficiencies of autoencoders (AE), variational autoencoders (VAE), vector-quantized variational autoencoders (VQ-VAE), and vector-quantized variational autoencoders 2 (VQ-VAE2) were tested and compared to the traditional singular value decomposition (SVD) method. Results show that the deep-learning-based approaches significantly outperform SVD, achieving higher compression ratios while maintaining or even exceeding the reconstruction quality. Notably, VQ-VAE2 achieves the highest compression ratio of 667:1 with a structural similarity index metric (SSIM) of 0.92, far surpassing the 10:1 compression ratio of SVD with a SSIM of 0.9. The result of this work shows that, unlike traditional approaches, which often rely on linear transformations and can struggle to capture complex, non-linear relationships within geological data, VQ-VAE's use of vector quantization helps in preserving high-resolution details and enhances the model's ability to generalize across varying geological complexities.
地质模型压缩是使大型复杂模型更易于管理的关键。通过减小这些模型的大小,压缩技术可以实现高效的存储,提高计算效率,使在更短的时间内执行复杂的模拟和分析成为可能。这在水库管理、地下水水文学和地质碳储存等应用中尤为重要,在这些应用中,具有数百万网格单元的大型地质模型是很常见的。本研究全面概述了以前在地质模型压缩方面的工作,并介绍了几种基于自编码器的深度学习架构,用于修改的布鲁日场地质模型的低维表示。测试了自编码器(AE)、变分自编码器(VAE)、矢量量化变分自编码器(VQ-VAE)和矢量量化变分自编码器2 (VQ-VAE2)的压缩和重构效率,并与传统的奇异值分解(SVD)方法进行了比较。结果表明,基于深度学习的方法明显优于奇异值分解,在保持甚至超过重建质量的同时获得更高的压缩比。值得注意的是,VQ-VAE2达到了最高的压缩比667:1,其结构相似指数(SSIM)为0.92,远远超过了SVD的10:1压缩比,SSIM为0.9。这项工作的结果表明,与传统方法不同,传统方法通常依赖于线性转换,并且很难捕获地质数据中复杂的非线性关系,VQ-VAE使用矢量量化有助于保留高分辨率细节,并增强模型在不同地质复杂性中的泛化能力。
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引用次数: 0
Research on physical explosion crater model of high-pressure natural gas pipeline 高压天然气管道物理爆炸坑模型研究
Q1 Earth and Planetary Sciences Pub Date : 2024-09-01 DOI: 10.1016/j.ptlrs.2024.03.002

In this study, Hypermesh and LS-DYNA numerical simulation software are used to build a multi domain coupling model of natural gas pipeline, including soil, pipeline, TNT explosive and air domain, and the non-reflection boundary conditions are set for the model. The TNT equivalent method is used to convert the physical explosion amount of natural gas pipeline into 1387.38 kg TNT explosive amount. The simulation results show that the physical explosion of pipeline forms an approximate elliptical crater with a width of 12.68 m and a depth of 4.12 m; the TNT equivalent of the model is corrected by comparing the crater simulation value and the size value of the crater calculated by the PRCI empirical formula under the same laying condition, and the correction coefficient is selected as 0.9, and the corrected TNT equivalent is 1248.64 kg; the modified model crater size is 3.72 m deep and 12.66 m wide, compared with the crater size obtained from the field test, the error of crater depth and width calculated by the modified model simulation is 5.7% and 15.5% respectively.

本研究采用 Hypermesh 和 LS-DYNA 数值模拟软件建立了天然气管道多域耦合模型,包括土壤域、管道域、TNT 炸药域和空气域,并为模型设置了非反射边界条件。采用 TNT 当量法将天然气管道的物理爆炸量换算成 1387.38 kg TNT 爆炸量。模拟结果表明,管道物理爆炸形成一个宽度为 12.68 米、深度为 4.12 米的近似椭圆形弹坑;通过比较弹坑模拟值和相同敷设条件下根据 PRCI 经验公式计算出的弹坑大小值,对模型的 TNT 当量进行修正,修正系数选取为 0.9,修正后的 TNT 当量为 1248.64 kg;修正后的模型弹坑尺寸为深 3.72 m,宽 12.66 m,与现场试验得到的弹坑尺寸相比,修正后的模型模拟计算出的弹坑深度和宽度误差分别为 5.7%和 15.5%。
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引用次数: 0
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Petroleum Research
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